4 code implementations • 1 Jun 2022 • Alexander Renz-Wieland, Andreas Kieslinger, Robert Gericke, Rainer Gemulla, Zoi Kaoudi, Volker Markl
Parameter management is essential for distributed training of large machine learning (ML) tasks.
no code implementations • 7 Feb 2022 • Zoi Kaoudi, Abelardo Carlos Martinez Lorenzo, Volker Markl
Knowledge graph completion (a. k. a.~link prediction), i. e.,~the task of inferring missing information from knowledge graphs, is a widely used task in many applications, such as product recommendation and question answering.
2 code implementations • 1 Apr 2021 • Alexander Renz-Wieland, Rainer Gemulla, Zoi Kaoudi, Volker Markl
Parameter servers (PSs) facilitate the implementation of distributed training for large machine learning tasks.
1 code implementation • 10 Feb 2020 • Aisha Mohamed, Ghadeer Abuoda, Abdurrahman Ghanem, Zoi Kaoudi, Ashraf Aboulnaga
Thus, RDFFrames is a useful tool for data preparation that combines the usability of PyData with the flexibility and performance of RDF database systems.
no code implementations • 6 Sep 2019 • Jonas Traub, Jorge-Arnulfo Quiané-Ruiz, Zoi Kaoudi, Volker Markl
Data, algorithms, and compute/storage infrastructure are key assets that drive data science and artificial intelligence applications.
no code implementations • 22 May 2019 • Stefano Giovanni Rizzo, Ji Lucas, Zoi Kaoudi, Jorge-Arnulfo Quiane-Ruiz, Sanjay Chawla
The discrepancy results in sub-optimal and inefficient behavior by both the shipper and the airline resulting in the overall loss of potential revenue for the airline.